
R version 3.5.2 (2018-12-20) -- "Eggshell Igloo"
Copyright (C) 2018 The R Foundation for Statistical Computing
Platform: x86_64-apple-darwin15.6.0 (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

  Natural language support but running in an English locale

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> ## traditional MM Likert outcome using white distractor photos
> ## only target photos used for analysis
> ##
> ## August 7, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(522009)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1W", "P2W"),]
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q339", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> b4.M1.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.05,
+                          verbose=10000, seed=904210
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   5.19588
   0.04975
   2.88042
  -0.58061
   0.98117
   1.15301
   0.16330
  -1.62596
   0.91483
   0.72398
  -0.77111
   1.29525
  -0.84995
  -0.71886
   0.43868
   1.51591
  -0.30439
  -1.91287
   0.09201
  -0.12884
  -0.09987
   1.00900
   1.23190
  -0.05350
  -4.06305
  -3.69477
  -3.85554
  -5.11368
  -2.14221
  -2.95649
  -4.73449
  -3.85098
  -5.05697
  -5.44781
  -4.01603
  -4.09624
  -5.89161
  -5.38755
  -4.50204
  -5.16581
  -4.26696
  -4.60214
  -4.69959
  -2.79099
  -5.15824
  -3.84667
  -3.48452
  -4.14504
Metropolis acceptance rate for gamma = 1.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   5.07818
  -0.68659
   2.38685
  -0.73958
   1.40865
   1.10881
   0.43937
  -1.33932
   1.01826
   0.73538
  -0.43317
   0.78291
  -1.15484
  -0.84131
   0.06888
   1.38282
  -0.19961
  -1.40355
   0.64623
  -0.40728
   0.23698
   0.52884
   1.29381
  -0.20088
  -4.14058
  -3.55145
  -3.94828
  -4.65175
  -2.14162
  -3.79091
  -4.46567
  -3.72971
  -4.92597
  -5.82717
  -3.95779
  -4.02912
  -5.32071
  -5.42383
  -4.94268
  -4.65446
  -3.93209
  -4.12970
  -4.30299
  -2.99174
  -5.21573
  -4.02978
  -3.21166
  -4.90869
Metropolis acceptance rate for gamma = 0.26047



MCMCoprobit iteration 20001 of 1050000 
beta = 
   5.31343
   0.26679
   2.83955
  -0.91830
   1.53266
   0.93884
  -0.11990
  -1.26224
   0.90493
   0.79502
  -0.65120
   1.03758
  -1.14812
  -1.06958
   0.28296
   1.33915
   0.22316
  -1.67446
   0.75093
  -0.27743
   0.72937
   1.15639
   1.29486
   0.01984
  -4.49135
  -4.26000
  -4.21036
  -4.67229
  -2.09727
  -3.16779
  -4.62623
  -3.97108
  -5.44360
  -5.34565
  -4.33794
  -4.35569
  -5.66720
  -6.07159
  -5.16328
  -5.53304
  -4.28872
  -4.85151
  -4.85744
  -2.81284
  -5.60540
  -3.85559
  -3.42868
  -4.51593
Metropolis acceptance rate for gamma = 0.26409



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.98598
  -0.37719
   2.29556
  -0.72020
   1.57894
   1.09077
   0.57818
  -1.38643
   1.16370
   0.81862
  -0.63116
   0.94095
  -0.91231
  -0.44942
   0.47779
   1.74898
   0.48445
  -1.50605
   0.78619
  -0.55458
   0.65875
   1.17092
   1.40994
  -0.12331
  -4.01025
  -3.16239
  -3.29249
  -4.47895
  -1.60210
  -3.23590
  -4.63086
  -3.49705
  -5.04422
  -4.93927
  -3.92977
  -3.60152
  -5.72302
  -5.63627
  -4.22181
  -5.03889
  -3.88714
  -4.36751
  -4.45717
  -2.41291
  -5.22143
  -3.85696
  -2.31304
  -4.52542
Metropolis acceptance rate for gamma = 0.26616



MCMCoprobit iteration 40001 of 1050000 
beta = 
   5.48145
   0.38299
   3.08043
  -0.67841
   1.38182
   1.02662
   0.52393
  -0.95761
   1.08262
   0.51249
  -0.54750
   0.91466
  -1.46823
  -1.09278
   0.61012
   1.51339
   0.28346
  -1.51095
   0.58665
  -0.65612
   0.57244
   0.73796
   1.24552
  -0.32298
  -4.07931
  -4.25914
  -4.11970
  -4.94690
  -2.30987
  -3.85965
  -4.91006
  -3.68829
  -5.48696
  -5.76923
  -4.47696
  -4.76842
  -6.13012
  -6.30525
  -5.76954
  -5.66213
  -4.30569
  -5.37084
  -4.99855
  -2.73259
  -5.86390
  -4.30174
  -3.14013
  -4.84635
Metropolis acceptance rate for gamma = 0.26604



MCMCoprobit iteration 50001 of 1050000 
beta = 
   5.34418
  -0.37571
   2.92178
  -0.97844
   1.00928
   0.72804
   0.01158
  -1.34608
   0.80016
   0.17138
  -0.43532
   0.74052
  -1.01706
  -1.04004
  -0.00246
   1.46738
  -0.67519
  -1.69802
  -0.15161
  -0.83434
  -0.16981
   0.59963
   1.22582
  -0.50988
  -4.61369
  -3.54259
  -4.03661
  -4.65779
  -2.48256
  -3.56725
  -5.08281
  -4.04420
  -5.65827
  -5.68785
  -4.11998
  -3.99031
  -6.26489
  -6.36079
  -5.19194
  -5.44943
  -4.27047
  -5.03730
  -5.21219
  -3.01652
  -5.63935
  -3.81258
  -3.66464
  -4.54018
Metropolis acceptance rate for gamma = 0.26747



MCMCoprobit iteration 60001 of 1050000 
beta = 
   5.06715
   0.38191
   2.46211
  -0.71024
   0.78651
   0.62122
   0.35251
  -1.06416
   0.21591
   0.15474
  -0.37621
   1.02764
  -1.24936
  -0.86662
   0.59540
   0.99985
   0.12208
  -0.90904
   0.36239
  -0.41096
   0.46084
   0.86109
   1.29370
  -0.06170
  -4.00701
  -3.38067
  -3.82438
  -4.58937
  -2.00419
  -3.55581
  -4.98510
  -3.67282
  -5.37682
  -4.88963
  -4.31937
  -4.28768
  -5.97923
  -5.67273
  -4.72900
  -5.56159
  -3.50795
  -4.33067
  -5.22848
  -3.20310
  -5.13508
  -3.64850
  -2.88429
  -4.81435
Metropolis acceptance rate for gamma = 0.26738



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.98778
  -0.40049
   2.63799
  -0.55215
   1.47311
   1.34348
   0.59914
  -1.07025
   1.48665
   0.27532
  -0.08002
   1.45408
  -1.37896
  -0.59190
   0.66482
   1.48157
   0.23034
  -1.61837
   0.65224
  -0.55289
   0.38323
   1.19132
   0.95860
   0.07452
  -3.97657
  -3.65160
  -3.17085
  -4.14598
  -1.48802
  -3.21438
  -4.72381
  -3.56274
  -5.30284
  -5.63411
  -3.92629
  -4.24600
  -5.91330
  -5.48513
  -4.73935
  -4.72472
  -4.19372
  -4.41034
  -4.93172
  -2.77586
  -5.70741
  -3.66584
  -2.42556
  -4.13520
Metropolis acceptance rate for gamma = 0.26771



MCMCoprobit iteration 80001 of 1050000 
beta = 
   5.46339
  -0.19845
   2.85852
  -0.99498
   0.80961
   0.38943
  -0.29414
  -1.75733
   0.08662
  -0.22089
  -1.06778
   1.01800
  -1.67150
  -1.08557
  -0.05712
   0.98739
  -0.28604
  -1.70437
  -0.13306
  -1.08885
   0.40045
   0.54649
   1.03507
  -0.78676
  -4.43846
  -4.20350
  -4.23682
  -4.95879
  -2.54604
  -3.97497
  -5.18952
  -4.13662
  -5.62002
  -5.57442
  -4.93783
  -4.77035
  -6.75034
  -6.09134
  -5.94406
  -5.24460
  -4.71350
  -5.07660
  -4.68909
  -3.72463
  -5.74297
  -4.15906
  -3.54165
  -5.28388
Metropolis acceptance rate for gamma = 0.26746



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.68345
  -0.02206
   2.37606
  -0.16275
   1.57030
   1.08641
   0.53587
  -1.39054
   0.83254
   0.29733
  -0.68730
   1.14968
  -0.22721
  -0.22316
   0.65305
   1.51582
   0.06454
  -1.03992
   0.31497
  -0.66533
   0.58692
   0.50462
   1.05699
  -0.00507
  -3.85457
  -3.55442
  -3.51483
  -4.18806
  -1.96910
  -2.98038
  -4.52564
  -2.93720
  -4.49324
  -5.00089
  -3.62281
  -3.75877
  -5.16545
  -4.95971
  -4.06448
  -5.02682
  -3.90670
  -4.40479
  -4.43103
  -3.16898
  -4.98748
  -3.46927
  -3.18775
  -4.33017
Metropolis acceptance rate for gamma = 0.26745



MCMCoprobit iteration 100001 of 1050000 
beta = 
   5.23266
   0.07056
   2.48838
  -0.40597
   1.26690
   0.80623
   0.25709
  -1.25599
   0.85362
   0.80022
  -0.65240
   0.68352
  -1.15993
  -0.86288
   0.38661
   1.50639
   0.01316
  -1.12969
   0.33595
  -0.71154
   0.77649
   0.28197
   1.17118
   0.06955
  -4.50441
  -3.32993
  -3.62204
  -4.61563
  -1.69623
  -3.41101
  -4.57851
  -3.76054
  -5.76126
  -5.42463
  -3.95161
  -3.74508
  -5.80881
  -5.55935
  -4.65668
  -5.69080
  -4.73135
  -4.73371
  -4.47273
  -3.17247
  -5.44720
  -4.07618
  -3.17640
  -4.15476
Metropolis acceptance rate for gamma = 0.26810



MCMCoprobit iteration 110001 of 1050000 
beta = 
   5.06658
   0.55771
   2.76705
  -0.40592
   1.24295
   1.07986
   0.42361
  -1.08678
   1.18608
   0.43502
  -0.52061
   1.06775
  -0.94386
  -0.22766
   0.82380
   1.67077
   0.30918
  -1.32770
   0.33922
  -0.60733
   0.36553
   1.32901
   1.27343
   0.19429
  -4.45289
  -3.39554
  -3.58301
  -4.34726
  -1.93041
  -3.90972
  -4.43180
  -3.57667
  -5.27407
  -5.28539
  -4.36885
  -3.87013
  -6.11265
  -5.35126
  -5.16676
  -5.12689
  -4.11627
  -3.90354
  -4.76379
  -3.01453
  -5.11058
  -3.88040
  -2.82279
  -4.24916
Metropolis acceptance rate for gamma = 0.26831



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.73142
   0.17200
   3.39497
   0.20294
   1.57718
   1.24274
   0.40256
  -1.18221
   1.09854
   1.03527
  -0.32853
   1.45922
  -1.09672
  -0.07765
   0.44519
   2.34798
   1.06936
  -1.21420
   0.22128
  -0.23077
   0.87783
   0.62807
   1.84994
   0.14785
  -4.02820
  -3.09323
  -3.46635
  -4.26748
  -1.18013
  -3.29168
  -4.04977
  -3.39089
  -4.67354
  -4.63799
  -4.06734
  -3.67477
  -5.92614
  -5.45001
  -4.68845
  -4.58814
  -3.83454
  -4.04954
  -4.96696
  -2.80405
  -4.85463
  -3.55452
  -2.56463
  -3.85575
Metropolis acceptance rate for gamma = 0.26848



MCMCoprobit iteration 130001 of 1050000 
beta = 
   5.10925
  -0.00079
   3.01706
  -0.18056
   1.28302
   0.83129
   0.25418
  -1.52980
   0.59424
   0.68673
  -0.60282
   1.21683
  -0.84713
  -1.04435
   0.21799
   1.09742
   0.31332
  -1.26706
   0.57449
  -0.69252
   0.53522
   0.96480
   1.74397
  -0.14080
  -3.98540
  -4.01609
  -3.94647
  -4.92493
  -1.95451
  -3.77887
  -4.68946
  -3.57239
  -4.84866
  -4.78229
  -3.94486
  -4.09990
  -5.54162
  -5.26241
  -5.18207
  -5.03285
  -4.10490
  -4.90297
  -4.61052
  -3.20833
  -5.20459
  -4.23837
  -3.19031
  -4.60444
Metropolis acceptance rate for gamma = 0.26900



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.98948
   0.16240
   2.89692
  -0.25462
   1.31252
   1.02956
   0.48958
  -1.26645
   0.84568
   0.72730
  -0.60854
   1.34212
  -0.43575
  -0.24852
   0.69477
   1.45456
   0.62049
  -0.96326
   0.63146
  -0.30526
   0.81184
   1.40697
   1.42587
   0.03751
  -4.27171
  -3.48389
  -3.92065
  -3.86704
  -1.82442
  -3.55844
  -4.56308
  -3.20796
  -5.28867
  -5.24569
  -3.76490
  -4.23204
  -6.11176
  -5.25342
  -4.68731
  -5.24125
  -4.38663
  -3.85984
  -4.46208
  -2.71055
  -5.05772
  -3.93115
  -2.79485
  -4.51898
Metropolis acceptance rate for gamma = 0.26861



MCMCoprobit iteration 150001 of 1050000 
beta = 
   5.00790
   0.35673
   2.28592
  -0.21346
   1.48306
   1.18287
  -0.21459
  -1.18227
   0.67264
   0.51421
  -0.96622
   1.11825
  -0.78761
  -0.92456
   0.33135
   1.40275
   0.13705
  -1.45333
   0.53769
  -0.57182
   0.10931
   0.93139
   1.09563
   0.03575
  -3.51767
  -3.32532
  -3.92154
  -4.72793
  -2.00433
  -3.12369
  -4.98162
  -3.63956
  -5.31444
  -5.85347
  -4.21087
  -4.43947
  -6.11486
  -5.88961
  -4.42219
  -4.98117
  -4.01490
  -4.79170
  -4.20704
  -2.13988
  -5.58409
  -3.89250
  -2.70296
  -4.55156
Metropolis acceptance rate for gamma = 0.26871



MCMCoprobit iteration 160001 of 1050000 
beta = 
   5.08278
   0.49294
   2.67223
  -0.12975
   1.57803
   1.49289
   0.00517
  -0.92955
   0.77222
   0.77605
  -0.28986
   1.20753
  -0.91117
  -0.36367
   0.71301
   1.49592
   0.11812
  -1.63481
   0.53817
  -0.59227
   0.79228
   1.19327
   1.53510
  -0.02724
  -4.08391
  -3.10620
  -3.60261
  -4.28505
  -1.90997
  -3.96107
  -4.74704
  -3.36221
  -5.24928
  -5.57812
  -3.94738
  -3.88715
  -6.03888
  -5.29059
  -4.79032
  -5.04578
  -4.46130
  -4.52398
  -4.83709
  -2.82141
  -4.64847
  -3.96429
  -2.82947
  -3.89258
Metropolis acceptance rate for gamma = 0.26832



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.75141
   0.50505
   2.88444
  -0.04208
   1.56964
   0.88018
   0.11203
  -1.13466
   0.96504
   0.97105
  -0.59148
   1.49720
  -1.02399
  -0.50610
   0.49175
   1.58659
   0.15298
  -1.89967
   0.46230
  -0.65764
   0.42920
   0.74792
   1.79147
  -0.29607
  -3.82158
  -3.45745
  -3.36769
  -4.21604
  -1.57230
  -3.29335
  -4.60480
  -3.61614
  -5.11492
  -5.44067
  -3.39951
  -3.58884
  -5.47429
  -4.80599
  -4.31420
  -5.06178
  -3.84223
  -4.40093
  -3.85254
  -2.75693
  -4.88388
  -3.77918
  -2.70885
  -3.49780
Metropolis acceptance rate for gamma = 0.26817



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.84708
  -0.45395
   3.11841
  -0.54445
   1.24064
   1.03450
   0.53932
  -1.49663
   0.49088
   0.33152
  -0.54772
   1.11842
  -1.43980
  -0.64053
   0.53303
   1.45316
  -0.07962
  -1.11694
  -0.07903
  -0.67099
   0.32600
   0.83280
   1.10424
   0.02248
  -4.54752
  -3.36417
  -3.46968
  -4.42340
  -1.73645
  -3.76198
  -4.66666
  -3.34681
  -5.19035
  -5.03670
  -4.14978
  -3.74276
  -5.51251
  -5.55857
  -4.51079
  -5.25892
  -3.50900
  -4.21662
  -4.62563
  -3.68765
  -5.32336
  -3.86679
  -3.26720
  -4.69784
Metropolis acceptance rate for gamma = 0.26780



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.80347
  -0.12841
   2.82191
  -0.17242
   1.51160
   1.36131
   0.82760
  -1.39215
   0.95574
   1.28886
  -0.12591
   1.05248
  -0.25431
  -0.69576
   0.91761
   1.75168
   0.61537
  -0.94192
   0.84845
  -0.14079
   0.62178
   0.98275
   1.72977
   0.24032
  -3.73603
  -2.72400
  -3.66961
  -4.13002
  -1.69257
  -3.42392
  -4.47805
  -3.03968
  -4.95109
  -5.06067
  -3.88609
  -3.85920
  -5.65068
  -5.44104
  -4.38663
  -4.80636
  -3.80948
  -4.11854
  -4.40589
  -2.42448
  -5.59693
  -3.59280
  -2.99247
  -4.04508
Metropolis acceptance rate for gamma = 0.26816



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.81604
  -0.41888
   2.83703
  -0.32144
   1.17329
   0.95684
  -0.00683
  -1.91426
   0.87270
   0.43422
  -0.72880
   1.09306
  -1.45839
  -0.73095
   0.68529
   1.53270
   0.24075
  -1.19495
   0.63428
  -0.58616
   0.86231
   1.06204
   1.22298
  -0.42074
  -3.78969
  -3.13220
  -3.51396
  -3.94817
  -2.21340
  -3.76399
  -4.18281
  -3.62367
  -4.52794
  -5.34578
  -4.34072
  -3.89572
  -5.57710
  -5.20548
  -5.33803
  -5.10193
  -3.86372
  -4.26940
  -3.63539
  -2.58101
  -5.30671
  -3.40834
  -2.86532
  -3.79969
Metropolis acceptance rate for gamma = 0.26787



MCMCoprobit iteration 210001 of 1050000 
beta = 
   5.28087
  -0.10849
   2.64427
  -0.35861
   0.69235
   0.71402
   0.06678
  -1.50765
   0.77771
   0.56372
  -0.90874
   1.09773
  -1.30889
  -0.99746
  -0.00871
   0.85509
  -0.27176
  -1.63452
   0.33605
  -0.62705
  -0.03832
   0.62546
   0.88845
  -0.36043
  -4.52703
  -3.47173
  -3.89122
  -4.49446
  -2.90692
  -3.86810
  -4.69924
  -3.98400
  -5.67411
  -5.67651
  -4.22911
  -4.22290
  -5.93923
  -6.29148
  -5.52210
  -5.30496
  -4.21184
  -4.96392
  -4.99797
  -3.05030
  -5.46299
  -4.38882
  -3.55368
  -4.83904
Metropolis acceptance rate for gamma = 0.26795



MCMCoprobit iteration 220001 of 1050000 
beta = 
   5.20343
  -0.47059
   2.70645
  -0.83882
   1.19439
   0.67035
   0.27486
  -1.81450
   0.35974
   0.05331
  -1.04585
   0.88835
  -0.86201
  -0.89960
   0.20578
   1.24175
  -0.21953
  -1.73605
  -0.09445
  -0.93930
   0.17808
   0.57869
   1.12008
  -0.17991
  -4.76338
  -4.02323
  -3.66184
  -5.46775
  -1.96075
  -3.92524
  -4.41491
  -3.67565
  -4.96909
  -5.20173
  -4.38099
  -4.57779
  -5.89968
  -5.41333
  -4.44349
  -5.10138
  -4.22986
  -4.72776
  -5.09395
  -3.04885
  -5.49797
  -3.76937
  -2.91340
  -4.54958
Metropolis acceptance rate for gamma = 0.26802



MCMCoprobit iteration 230001 of 1050000 
beta = 
   5.07699
  -0.05413
   2.38919
  -1.07575
   1.34931
   0.66512
   0.20110
  -1.63366
   0.50095
   0.30761
  -1.08412
   0.96464
  -1.49582
  -0.68067
   0.18658
   1.84455
  -0.11305
  -1.19835
   0.26766
  -0.87945
   0.44422
   0.63112
   1.09442
  -0.06145
  -4.61792
  -3.84182
  -3.47159
  -4.42137
  -2.06097
  -3.40017
  -4.82845
  -3.37424
  -5.50641
  -5.21863
  -3.82088
  -4.17282
  -5.80995
  -5.49223
  -4.78893
  -5.52080
  -4.25614
  -4.52307
  -4.61375
  -3.07318
  -5.14157
  -3.95966
  -2.80163
  -4.74536
Metropolis acceptance rate for gamma = 0.26722



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.94275
  -0.25777
   2.87991
  -0.67857
   1.38047
   1.12523
   0.44582
  -0.80302
   0.71385
   0.43970
   0.03684
   1.45618
  -0.80322
  -0.49260
   0.32417
   1.21460
   0.54949
  -1.48523
   0.94828
  -0.24449
   0.32410
   0.74125
   1.71205
   0.20149
  -3.93358
  -3.41037
  -3.47138
  -4.21297
  -1.63379
  -3.15268
  -4.38629
  -3.60990
  -5.88892
  -4.90270
  -3.67816
  -3.83555
  -5.69052
  -5.47221
  -4.57513
  -4.74248
  -4.53798
  -4.48807
  -4.57292
  -2.76548
  -5.39516
  -3.80674
  -2.65055
  -4.83126
Metropolis acceptance rate for gamma = 0.26689



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.94804
   0.33629
   2.35499
  -0.73521
   1.27211
   1.04176
   0.03406
  -1.29479
   1.53290
   0.56588
  -0.62139
   0.43599
  -1.16203
  -1.20232
   0.24866
   1.60625
   0.05253
  -1.80910
   0.55138
  -1.01823
   0.34123
   1.05890
   1.54901
   0.02938
  -4.38831
  -3.59361
  -4.10008
  -4.85818
  -2.70205
  -2.93385
  -4.77585
  -3.50315
  -5.26607
  -5.07555
  -4.48829
  -4.18768
  -5.67723
  -5.87752
  -4.36520
  -5.43526
  -3.95451
  -4.49582
  -4.07163
  -3.01822
  -5.14890
  -3.59120
  -3.36942
  -3.98607
Metropolis acceptance rate for gamma = 0.26734



MCMCoprobit iteration 260001 of 1050000 
beta = 
   4.95250
  -0.51076
   2.84192
  -0.84321
   1.28077
   0.49667
   0.09455
  -1.50078
   0.29087
   0.71509
  -0.80005
   0.64624
  -0.92733
  -1.00730
  -0.01928
   1.06207
   0.00828
  -1.60881
   0.26309
  -0.69296
   0.10762
   0.71364
   1.07042
  -0.43315
  -4.04205
  -3.47505
  -3.47996
  -4.38455
  -2.13260
  -3.50786
  -4.41282
  -3.40337
  -4.94544
  -5.13526
  -4.16329
  -4.03143
  -5.83828
  -5.49963
  -4.69202
  -4.77260
  -4.44367
  -4.31936
  -4.29359
  -3.39497
  -5.13863
  -4.07630
  -2.97719
  -4.44327
Metropolis acceptance rate for gamma = 0.26703



MCMCoprobit iteration 270001 of 1050000 
beta = 
   5.23941
  -0.83770
   2.95877
  -0.54564
   1.15207
   0.24695
   0.33926
  -1.40082
   0.89607
   0.14382
  -0.78771
   1.06386
  -1.39845
  -0.28680
   0.13409
   1.28931
  -0.16369
  -1.37393
   0.44783
  -0.81045
   0.15862
   0.78227
   0.77130
   0.11599
  -4.44389
  -4.02915
  -3.70644
  -5.17146
  -2.01124
  -4.12584
  -4.48110
  -3.43121
  -5.45724
  -5.59305
  -4.70024
  -4.51665
  -5.54010
  -5.51944
  -5.25932
  -5.10130
  -4.02727
  -4.38856
  -4.81764
  -3.11365
  -5.46859
  -4.14038
  -3.04243
  -4.66797
Metropolis acceptance rate for gamma = 0.26711



MCMCoprobit iteration 280001 of 1050000 
beta = 
   5.27548
  -0.02306
   2.92069
  -0.97871
   1.38927
   1.00844
   0.25956
  -1.24363
   0.51334
   0.27839
  -0.95807
   1.13155
  -0.51581
  -0.73946
   0.36355
   1.07514
   0.06918
  -1.49327
   0.79542
  -0.85720
   0.04481
   0.95344
   1.13184
  -0.30713
  -4.37525
  -3.54394
  -3.71817
  -4.71458
  -1.79640
  -3.40510
  -4.80594
  -3.88639
  -6.62902
  -5.15354
  -4.09112
  -4.63511
  -6.15828
  -5.77562
  -5.10077
  -5.16339
  -4.38757
  -4.63199
  -4.76999
  -3.14355
  -5.69115
  -3.79296
  -2.99400
  -4.91704
Metropolis acceptance rate for gamma = 0.26714



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.94801
   0.23157
   3.14051
  -0.55996
   1.01373
   0.64243
  -0.08817
  -1.24974
   0.63758
   0.33942
  -0.27568
   0.89217
  -0.84621
  -0.82549
   0.07280
   1.10845
   0.31504
  -1.57844
   0.13220
  -0.42410
   0.69719
   0.86127
   1.40651
  -0.22148
  -4.33714
  -3.16051
  -4.02030
  -4.40906
  -1.86166
  -3.76707
  -4.37075
  -3.39497
  -5.03004
  -4.92380
  -3.83396
  -4.04265
  -5.22930
  -5.40819
  -5.00377
  -5.05927
  -4.07969
  -4.49863
  -5.15221
  -2.76602
  -5.45318
  -3.90400
  -2.94311
  -4.24203
Metropolis acceptance rate for gamma = 0.26672



MCMCoprobit iteration 300001 of 1050000 
beta = 
   5.08552
  -0.06768
   2.32122
  -0.65852
   1.45228
   1.02175
   0.07967
  -1.24918
   1.10407
   0.16021
  -0.40572
   1.19281
  -0.75167
  -0.81014
   0.70612
   2.12005
   0.03910
  -1.26857
  -0.06855
  -0.46639
   0.35396
   0.41626
   1.69543
   0.23364
  -3.82819
  -3.69726
  -4.00430
  -4.41510
  -2.36638
  -3.59478
  -4.85826
  -3.57047
  -5.44798
  -5.02324
  -4.41316
  -4.15523
  -5.90399
  -5.38887
  -5.09605
  -5.27051
  -4.09745
  -4.25747
  -4.85823
  -2.86176
  -5.26131
  -3.87599
  -3.34035
  -3.81608
Metropolis acceptance rate for gamma = 0.26647



MCMCoprobit iteration 310001 of 1050000 
beta = 
   5.02000
   0.22787
   2.49671
  -0.80028
   1.37986
   1.29151
   0.44846
  -1.65504
   0.87145
   0.39766
  -0.48958
   0.54969
  -1.08715
  -0.42641
   0.69846
   1.11126
   0.38403
  -1.30493
   0.28108
  -0.38085
   0.83698
   0.86363
   1.35755
   0.06614
  -4.52608
  -3.51610
  -3.59058
  -4.42077
  -2.49860
  -3.52305
  -4.47960
  -3.57867
  -5.06259
  -5.44906
  -3.70748
  -3.82267
  -5.87345
  -5.24156
  -4.63027
  -5.03271
  -4.16876
  -4.57805
  -4.69393
  -2.96382
  -4.38503
  -3.81803
  -2.93205
  -4.47519
Metropolis acceptance rate for gamma = 0.26631



MCMCoprobit iteration 320001 of 1050000 
beta = 
   5.11053
  -0.57857
   3.05776
  -0.71615
   1.46498
   1.20405
   0.41009
  -1.24056
   0.58161
   0.64001
  -0.47868
   0.94143
  -1.28749
  -0.73650
   0.06371
   1.36689
   0.45762
  -0.93307
   0.55035
  -0.60038
   0.00505
   0.35277
   1.57145
  -0.18542
  -4.11055
  -3.73251
  -4.14754
  -4.83562
  -2.22318
  -3.86909
  -4.76097
  -3.61901
  -5.53906
  -5.07856
  -4.11819
  -4.20993
  -5.88868
  -5.45260
  -4.82751
  -5.61309
  -4.06307
  -4.58818
  -5.17598
  -2.55695
  -5.01473
  -3.48704
  -3.22776
  -4.10957
Metropolis acceptance rate for gamma = 0.26636



MCMCoprobit iteration 330001 of 1050000 
beta = 
   5.05261
  -0.00563
   2.28966
  -0.86483
   1.14086
   0.78399
   0.14627
  -1.29994
   0.70540
   0.79331
  -0.59643
   1.10269
  -1.24371
  -0.72657
   0.64404
   1.44456
   0.02760
  -1.08820
   0.44518
  -0.65476
   0.91804
   0.64932
   1.07808
  -0.06009
  -3.75157
  -3.16371
  -3.28830
  -4.76998
  -2.03259
  -3.40108
  -4.89252
  -3.72866
  -5.49884
  -5.06741
  -4.06624
  -3.81956
  -5.53416
  -5.42480
  -5.40433
  -4.98532
  -3.83220
  -4.64322
  -4.27164
  -2.62440
  -5.24413
  -3.79618
  -3.04309
  -4.37634
Metropolis acceptance rate for gamma = 0.26654



MCMCoprobit iteration 340001 of 1050000 
beta = 
   5.20828
  -0.03931
   2.33483
  -0.75298
   0.77965
   0.92157
   0.17165
  -1.64226
   1.24810
  -0.09383
  -0.67940
   0.85031
  -1.44171
  -1.21855
   0.03945
   1.39493
  -0.08420
  -1.31305
   0.41649
  -0.84116
   0.18395
   0.77177
   1.11454
  -0.65866
  -4.32348
  -3.52462
  -4.03317
  -4.86471
  -2.63164
  -3.76980
  -4.27583
  -3.67591
  -5.40277
  -5.85670
  -4.04897
  -4.34875
  -6.05179
  -5.61976
  -4.91194
  -5.09843
  -3.95239
  -4.79544
  -4.68934
  -2.93657
  -5.08806
  -3.99838
  -3.51106
  -4.38840
Metropolis acceptance rate for gamma = 0.26644



MCMCoprobit iteration 350001 of 1050000 
beta = 
   5.05602
   0.27555
   3.07497
  -0.44769
   0.88532
   0.81932
  -0.18924
  -1.53828
   0.72884
   0.58249
  -0.74084
   0.65082
  -1.26480
  -0.54178
   0.12760
   1.28040
  -0.11264
  -1.36240
   0.24357
  -0.66768
   0.31696
   0.67066
   0.94028
  -0.43115
  -4.05320
  -3.56842
  -3.27278
  -4.52550
  -2.00131
  -3.17678
  -4.75329
  -3.76789
  -4.81384
  -5.51652
  -4.17616
  -4.13456
  -5.38549
  -5.59318
  -5.28825
  -5.49124
  -3.84224
  -4.62010
  -4.41040
  -2.87827
  -5.08605
  -3.55846
  -2.87897
  -4.45089
Metropolis acceptance rate for gamma = 0.26612



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.61499
   0.28266
   2.99537
   0.27702
   1.37035
   1.06510
   0.84104
  -0.64718
   1.16562
   0.86502
  -0.00213
   1.22842
  -0.60972
  -0.33569
   0.87151
   1.39311
   0.11971
  -1.17841
   0.82280
  -0.36016
   0.99174
   1.47460
   1.71560
   0.05411
  -3.52060
  -3.46833
  -3.29530
  -4.06486
  -1.55813
  -2.89475
  -3.89463
  -3.13253
  -4.97240
  -5.39643
  -3.57290
  -3.29111
  -4.71508
  -4.99483
  -4.66168
  -4.34212
  -3.34159
  -4.14997
  -4.34429
  -2.96690
  -5.02480
  -3.83079
  -2.57176
  -3.75581
Metropolis acceptance rate for gamma = 0.26621



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.99737
  -0.43583
   2.51972
  -0.71609
   1.04037
   0.91522
  -0.14587
  -1.61342
   0.25733
  -0.47970
  -1.04863
   0.66962
  -1.10071
  -0.83438
   0.06256
   1.28672
  -0.18329
  -1.62989
   0.26460
  -0.68406
   0.09696
   0.63467
   0.83254
  -0.50049
  -3.81404
  -4.09758
  -3.65171
  -4.52293
  -2.15564
  -3.75190
  -4.92913
  -3.54690
  -4.91332
  -5.99442
  -4.07972
  -4.13945
  -5.37576
  -5.67099
  -4.79610
  -5.59596
  -3.85744
  -4.66376
  -4.31899
  -3.28653
  -5.16779
  -4.26105
  -2.80997
  -4.32929
Metropolis acceptance rate for gamma = 0.26606



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.59133
  -0.13119
   2.55148
   0.09679
   1.21124
   1.00174
   0.68072
  -1.13032
   1.14467
   0.68789
  -0.34615
   0.95244
  -0.47909
  -0.52600
   0.41875
   1.51530
   0.27320
  -1.30844
   0.55926
  -0.58012
   0.75274
   0.62176
   1.48416
   0.00626
  -4.19061
  -3.53322
  -3.62761
  -4.41914
  -1.60474
  -3.05451
  -3.62423
  -3.21077
  -4.06125
  -5.05599
  -4.01744
  -3.76652
  -5.30078
  -4.99386
  -4.41657
  -4.63395
  -3.88154
  -3.86209
  -4.06404
  -2.96613
  -5.02483
  -3.24835
  -2.85073
  -3.98374
Metropolis acceptance rate for gamma = 0.26592



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.87321
  -0.38623
   2.24520
  -0.73553
   1.11707
   0.97434
   0.28075
  -1.64211
   0.77646
   0.11849
  -0.01656
   0.86969
  -0.79307
  -0.66862
   0.53820
   1.46068
   0.04847
  -1.46816
  -0.00337
  -0.60201
   0.43063
   0.65461
   1.19458
   0.06873
  -3.74059
  -3.31354
  -3.55430
  -4.62555
  -1.69708
  -3.67074
  -4.25487
  -3.23657
  -4.78324
  -4.75074
  -4.23056
  -4.27049
  -5.60810
  -5.39062
  -4.69202
  -5.11346
  -3.89975
  -4.51567
  -4.41635
  -2.89935
  -4.87887
  -3.68470
  -2.84566
  -4.17348
Metropolis acceptance rate for gamma = 0.26603



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.85974
  -0.38880
   2.72713
  -0.62748
   0.89599
   0.36683
   0.25661
  -1.15620
   0.71784
  -0.08374
  -0.70979
   1.08926
  -0.83864
  -0.95085
   0.13617
   1.44212
  -0.00880
  -1.44863
   0.11822
  -0.92311
   0.03599
   0.46767
   0.62947
  -0.33806
  -3.70969
  -3.19842
  -3.48874
  -4.37283
  -1.44799
  -3.21405
  -4.69734
  -3.27504
  -4.84825
  -5.12202
  -4.02977
  -3.60402
  -5.46776
  -5.37445
  -4.56389
  -5.21038
  -3.95484
  -4.18285
  -4.41936
  -2.97332
  -4.56439
  -3.95192
  -2.98377
  -4.07391
Metropolis acceptance rate for gamma = 0.26599



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.70321
  -0.29866
   2.64852
  -0.49194
   1.05174
   0.45239
  -0.22966
  -1.54934
   0.72495
   0.51278
  -0.51378
   0.93475
  -0.61854
  -0.81517
   0.45683
   1.20589
   0.14252
  -1.51444
   0.25176
  -0.78902
   0.67331
   0.67932
   1.28321
   0.11223
  -3.72590
  -3.56543
  -3.41303
  -4.43913
  -1.74472
  -2.84560
  -4.08469
  -3.61438
  -4.96600
  -4.96104
  -3.88221
  -3.99343
  -5.05982
  -5.21493
  -4.22989
  -4.76818
  -3.99684
  -4.15126
  -4.10383
  -2.69306
  -4.96204
  -3.64976
  -2.95528
  -3.90582
Metropolis acceptance rate for gamma = 0.26578



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.79556
   0.02124
   2.85378
  -0.84181
   1.16773
   1.02708
   0.12612
  -1.29330
   0.93669
   0.36416
  -0.80480
   0.63001
  -0.98498
  -0.08817
   0.38300
   1.55197
  -0.14431
  -1.18041
  -0.00557
  -0.66654
   0.68426
   0.88733
   1.29266
   0.10769
  -4.09067
  -3.61354
  -3.82217
  -4.42854
  -1.88717
  -3.04625
  -3.97627
  -3.66333
  -4.67601
  -4.73457
  -3.72908
  -4.10511
  -5.84629
  -5.01599
  -4.82296
  -4.93695
  -4.22912
  -4.10868
  -4.60153
  -2.97081
  -5.18726
  -3.22400
  -2.75121
  -3.75524
Metropolis acceptance rate for gamma = 0.26561



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.70188
   0.28002
   3.13301
  -0.18785
   1.51736
   1.13556
   0.22298
  -1.04167
   1.10961
   1.20028
  -0.22611
   1.06283
  -0.54165
  -0.17904
   0.53470
   1.64477
   0.04400
  -1.09669
   0.53579
  -0.62642
   0.67610
   0.87229
   1.53119
   0.20277
  -4.14850
  -3.17489
  -3.43403
  -3.97430
  -2.03605
  -2.78511
  -4.33514
  -2.94191
  -4.98234
  -4.94606
  -3.29522
  -3.87696
  -5.04269
  -5.52110
  -4.76882
  -5.12523
  -3.08367
  -4.66019
  -3.99813
  -2.83294
  -5.03002
  -3.25222
  -2.83469
  -4.15260
Metropolis acceptance rate for gamma = 0.26536



MCMCoprobit iteration 440001 of 1050000 
beta = 
   5.14205
  -0.95554
   2.75348
  -0.72870
   1.11479
   0.66739
  -0.18273
  -1.35486
   0.44872
   0.21302
  -0.82629
   0.65947
  -0.95811
  -1.11973
   0.29208
   1.18162
   0.13312
  -1.58141
   0.02208
  -0.84558
   0.51997
   0.74696
   1.02342
  -0.24209
  -4.34693
  -3.76117
  -3.55287
  -4.41435
  -2.13658
  -3.34427
  -5.12882
  -3.70844
  -5.22317
  -5.65925
  -4.22134
  -4.24634
  -5.72453
  -5.64650
  -5.03302
  -5.34907
  -4.15381
  -5.35067
  -4.45952
  -2.88023
  -5.90707
  -4.09872
  -3.24807
  -4.60841
Metropolis acceptance rate for gamma = 0.26500



MCMCoprobit iteration 450001 of 1050000 
beta = 
   5.03353
   0.09235
   2.59477
  -0.47850
   1.59197
   0.98915
   0.36748
  -0.79324
   0.63556
   0.67892
  -0.34317
   1.16954
  -1.33952
  -0.31063
   0.56338
   1.20626
   0.28404
  -1.04529
   0.33910
  -0.29083
   0.55893
   0.45370
   1.43784
  -0.17843
  -4.17538
  -3.80092
  -3.41048
  -4.10450
  -2.40127
  -3.55489
  -4.44087
  -3.32037
  -5.17695
  -6.05328
  -3.91608
  -3.69142
  -5.71850
  -5.62292
  -5.17700
  -5.39795
  -3.98402
  -4.28135
  -4.93372
  -3.76420
  -5.08896
  -3.66104
  -3.38351
  -4.93587
Metropolis acceptance rate for gamma = 0.26509



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.90406
   0.19256
   2.49933
  -0.61468
   1.55564
   0.75473
   0.04386
  -1.22537
   0.71142
   0.77709
  -0.70174
   1.02102
  -0.94127
  -0.51071
   0.04463
   1.24853
  -0.31558
  -1.07255
   0.42940
  -0.67933
   0.74420
   0.84333
   1.91405
   0.24373
  -4.04374
  -3.30318
  -3.67752
  -4.94160
  -1.59252
  -2.81094
  -4.33541
  -3.45516
  -5.06644
  -5.33043
  -3.77558
  -3.79083
  -5.59463
  -5.15124
  -4.55291
  -4.98073
  -4.06475
  -4.36837
  -4.29753
  -2.97421
  -5.18647
  -3.70653
  -2.84581
  -4.31279
Metropolis acceptance rate for gamma = 0.26517



MCMCoprobit iteration 470001 of 1050000 
beta = 
   5.12527
  -0.30070
   2.51493
  -0.87677
   0.85359
   0.54866
  -0.01613
  -1.15103
   0.71835
   0.07947
  -0.60657
   0.81559
  -1.22297
  -0.72556
   0.50185
   1.04562
  -0.12990
  -1.24401
   0.00367
  -0.78499
  -0.12456
   0.41566
   1.31351
  -0.36314
  -4.37439
  -3.59588
  -3.75450
  -4.82771
  -2.28900
  -3.53285
  -4.50195
  -3.70229
  -5.34372
  -5.23846
  -3.94119
  -4.31081
  -6.03554
  -5.22778
  -4.96587
  -5.33543
  -3.94125
  -4.50934
  -4.43896
  -3.33653
  -5.88235
  -3.76312
  -2.96690
  -4.67863
Metropolis acceptance rate for gamma = 0.26527



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.83870
   0.22692
   2.57649
  -0.56808
   0.85233
   0.57274
   0.16135
  -1.24579
   0.42915
  -0.12489
  -0.33495
   0.83856
  -0.55584
  -0.88385
   0.19092
   1.20304
  -0.37113
  -1.06678
   0.56090
  -0.97758
   0.15728
   0.33595
   1.15360
  -0.22417
  -4.20536
  -3.76558
  -3.68035
  -4.13050
  -1.83052
  -3.24567
  -4.83025
  -3.40952
  -5.15775
  -4.88541
  -3.97782
  -3.69641
  -5.67086
  -5.82489
  -4.15655
  -5.31643
  -4.10160
  -4.32155
  -4.15422
  -2.88648
  -5.28215
  -3.63142
  -2.92973
  -4.38226
Metropolis acceptance rate for gamma = 0.26512



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.74892
  -0.16102
   2.66470
  -0.28496
   1.52543
   1.11185
   0.20686
  -0.83313
   0.81476
   0.46154
  -0.63611
   1.22005
  -0.56699
   0.03125
   0.52676
   1.53450
   0.34748
  -1.42673
   0.45920
  -0.73776
   1.02312
   0.70408
   1.04163
  -0.01579
  -3.69842
  -3.32894
  -3.24751
  -4.31390
  -1.79330
  -3.16784
  -4.20640
  -3.39110
  -5.13070
  -4.53863
  -3.66200
  -4.12470
  -5.32111
  -5.22346
  -4.29875
  -4.86935
  -3.53505
  -4.34790
  -4.45054
  -2.19568
  -5.29788
  -4.04868
  -2.51307
  -4.13684
Metropolis acceptance rate for gamma = 0.26495



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.84675
   0.59236
   3.04838
  -0.18942
   1.31053
   1.18886
   0.25633
  -1.77644
   0.81270
   0.54074
  -0.74094
   0.87262
  -1.09172
  -0.76372
  -0.00988
   1.52913
   0.35806
  -1.12906
   0.57358
  -0.70653
   0.00908
   0.74237
   1.41688
  -0.22924
  -3.86349
  -3.20944
  -3.53584
  -4.49365
  -2.03940
  -3.26904
  -4.23661
  -3.29615
  -5.19337
  -4.72193
  -4.02702
  -4.16871
  -5.62697
  -5.45828
  -4.12751
  -5.04621
  -3.94847
  -4.02062
  -4.12470
  -3.07675
  -5.05219
  -3.60617
  -2.82400
  -4.46787
Metropolis acceptance rate for gamma = 0.26489



MCMCoprobit iteration 510001 of 1050000 
beta = 
   5.31256
  -0.36325
   2.43589
  -0.45832
   1.18785
   1.00310
   0.15586
  -1.22641
   0.93404
   0.64710
  -0.54216
   0.57168
  -1.63264
  -0.48266
   0.12274
   1.58424
   0.01416
  -1.64966
   0.74780
  -0.87738
   0.51447
   0.82856
   0.87493
   0.08262
  -4.95777
  -3.56677
  -4.03802
  -4.97224
  -2.02374
  -3.45151
  -5.06081
  -3.91545
  -5.10506
  -5.63414
  -4.64686
  -4.55577
  -6.31396
  -5.33132
  -5.07506
  -5.19943
  -4.20869
  -4.74353
  -4.92680
  -3.09826
  -5.70980
  -4.22919
  -3.21761
  -4.64959
Metropolis acceptance rate for gamma = 0.26489



MCMCoprobit iteration 520001 of 1050000 
beta = 
   5.47865
  -0.23274
   2.67897
  -0.59107
   0.95060
   0.57611
  -0.04247
  -1.62104
   0.11629
  -0.12157
  -0.80676
   0.12308
  -1.54176
  -1.24472
  -0.00861
   0.68647
  -0.39592
  -1.90009
   0.03931
  -0.86337
   0.59265
   0.37632
   0.82405
  -0.39606
  -4.89136
  -3.91161
  -3.99294
  -4.56130
  -2.06322
  -3.79318
  -4.40816
  -3.79126
  -5.84671
  -5.67184
  -4.24006
  -4.29164
  -6.21937
  -5.95085
  -4.87672
  -5.55800
  -4.67718
  -4.73275
  -4.90570
  -3.12306
  -5.04664
  -4.63388
  -3.37608
  -4.09233
Metropolis acceptance rate for gamma = 0.26492



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.89275
   0.39008
   2.61074
  -0.30145
   1.42616
   1.35518
   0.24491
  -1.30627
   1.27305
   0.89956
  -0.06935
   1.47517
  -0.91960
  -0.67710
   0.76914
   1.75907
   0.11581
  -1.28741
   0.51802
  -0.68104
   0.73424
   0.85726
   1.42943
  -0.17132
  -3.88842
  -3.40781
  -3.13543
  -4.88979
  -1.74843
  -3.08753
  -4.36009
  -3.41673
  -5.21558
  -4.86288
  -3.91168
  -3.70670
  -5.75334
  -5.89663
  -4.10770
  -5.03693
  -4.01919
  -3.86194
  -4.74515
  -2.81680
  -4.70676
  -3.19167
  -2.82966
  -3.72341
Metropolis acceptance rate for gamma = 0.26491



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.92988
   0.06171
   3.17174
  -0.64390
   1.85495
   1.02097
   0.36834
  -1.38080
   0.84365
   0.60690
  -0.28548
   0.88627
  -0.79900
  -0.47364
   0.89768
   1.59098
   0.30624
  -1.59043
   0.42605
  -0.37262
   0.21115
   0.51473
   1.26672
   0.11750
  -3.63922
  -3.65832
  -3.75355
  -4.24381
  -2.32289
  -3.59172
  -4.53177
  -3.53708
  -4.58778
  -5.15955
  -3.82619
  -4.49470
  -5.58292
  -5.38410
  -5.31006
  -4.88199
  -4.34889
  -4.43068
  -4.59970
  -3.06701
  -5.11007
  -4.22683
  -3.01112
  -4.37688
Metropolis acceptance rate for gamma = 0.26498



MCMCoprobit iteration 550001 of 1050000 
beta = 
   5.26202
  -0.13994
   2.90767
  -0.40858
   1.04001
   0.94053
  -0.05442
  -1.77388
   0.68938
   0.26156
  -0.68483
   1.29403
  -0.91585
  -0.79148
   0.05068
   1.04682
  -0.17952
  -1.15516
   0.10054
  -0.67037
   0.28355
   1.07448
   1.19838
  -0.14279
  -4.86330
  -3.69231
  -3.84493
  -4.77665
  -2.17068
  -3.16495
  -4.46351
  -3.37096
  -5.36427
  -5.68416
  -4.57698
  -3.78975
  -6.14103
  -5.50010
  -5.41423
  -5.22456
  -4.71529
  -4.66877
  -4.82063
  -2.82995
  -5.61449
  -3.86849
  -3.18800
  -4.25331
Metropolis acceptance rate for gamma = 0.26501



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.75448
   0.78667
   2.55545
   0.10304
   1.43306
   1.02125
   0.00850
  -1.14617
   1.08765
   0.36820
  -0.15039
   1.64175
  -0.57511
  -0.69578
   0.36125
   1.22625
   0.22619
  -1.44346
  -0.00558
  -0.56415
   0.51542
   0.73803
   1.30207
  -0.13271
  -3.74985
  -3.48093
  -3.09309
  -4.12256
  -1.89265
  -3.08883
  -4.39236
  -3.16910
  -5.52136
  -4.60809
  -3.14977
  -3.82086
  -5.56903
  -5.96863
  -4.48794
  -4.46650
  -3.80813
  -3.80388
  -3.78424
  -3.25075
  -4.98070
  -3.24397
  -2.33377
  -4.16957
Metropolis acceptance rate for gamma = 0.26499



MCMCoprobit iteration 570001 of 1050000 
beta = 
   5.12055
  -0.07563
   2.59656
  -0.72296
   1.20553
   0.74093
   0.22031
  -1.15227
   0.68906
   0.61825
  -0.12159
   1.11021
  -1.08073
  -1.19976
   0.60550
   1.30829
   0.36760
  -1.32111
   0.30378
  -0.68648
   0.65334
   0.75726
   1.38053
  -0.37458
  -4.13184
  -3.89909
  -4.01570
  -5.05369
  -2.20414
  -2.33684
  -4.10367
  -3.97738
  -5.58203
  -5.80483
  -4.14727
  -4.37545
  -5.74612
  -5.58433
  -4.84035
  -4.88008
  -4.23901
  -4.17122
  -4.65524
  -3.21015
  -5.36705
  -4.32307
  -2.93501
  -4.26074
Metropolis acceptance rate for gamma = 0.26494



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.96606
   0.25280
   2.60711
   0.06918
   1.41994
   1.00356
   0.31701
  -1.56172
   0.95982
   0.83629
   0.23382
   1.02373
  -0.96848
  -0.70590
   0.70301
   1.23706
   0.26505
  -1.48781
   0.60096
  -0.12233
   0.72564
   1.23963
   1.52707
   0.20007
  -4.11153
  -3.39046
  -3.40801
  -4.32144
  -1.52553
  -3.25766
  -4.65567
  -3.12951
  -4.96301
  -5.03398
  -3.91761
  -4.27222
  -5.50015
  -5.23927
  -5.13006
  -4.87770
  -4.43905
  -4.66091
  -3.85902
  -2.70384
  -5.02957
  -3.68885
  -2.52247
  -4.16008
Metropolis acceptance rate for gamma = 0.26503



MCMCoprobit iteration 590001 of 1050000 
beta = 
   5.04351
  -0.01115
   2.68900
  -0.49373
   1.47031
   1.43990
   0.33769
  -1.08649
   0.96138
   0.54632
  -0.26417
   1.14877
  -1.18887
  -0.56858
   0.25781
   1.95996
   0.23354
  -1.22672
   0.25100
  -0.29075
   0.89516
   0.90739
   1.43121
   0.08747
  -4.41023
  -3.64144
  -4.08595
  -4.50258
  -2.15382
  -3.55146
  -4.34293
  -3.52517
  -4.92301
  -5.03211
  -3.94404
  -4.24691
  -5.46105
  -5.69046
  -4.40941
  -5.26188
  -4.36006
  -4.46665
  -4.70939
  -3.18167
  -5.21979
  -3.81495
  -3.06115
  -4.36653
Metropolis acceptance rate for gamma = 0.26507



MCMCoprobit iteration 600001 of 1050000 
beta = 
   5.18199
  -0.32861
   2.99381
  -0.30995
   1.21981
   1.00339
   0.22910
  -2.16666
   0.96471
   0.81902
  -0.55684
   1.18277
  -1.60924
  -1.34418
   0.57982
   1.31953
  -0.02486
  -1.37110
   0.11063
  -0.56361
   0.23975
   0.83128
   1.41569
   0.03147
  -3.94745
  -3.56745
  -4.21171
  -4.37048
  -2.16795
  -3.51374
  -4.58657
  -3.52087
  -5.62883
  -5.87751
  -4.51738
  -4.27113
  -5.83002
  -5.78944
  -5.26197
  -5.28607
  -4.34998
  -4.71895
  -4.33117
  -3.31554
  -5.23513
  -4.07109
  -3.20484
  -4.04317
Metropolis acceptance rate for gamma = 0.26521



MCMCoprobit iteration 610001 of 1050000 
beta = 
   5.48500
  -0.37009
   2.02022
  -0.89366
   0.78069
   0.66684
  -0.32784
  -1.60354
   0.47381
   0.25118
  -0.66087
   1.40839
  -1.09861
  -0.89416
   0.18143
   1.39543
  -0.01324
  -1.37870
   0.76984
  -0.87878
   0.78996
   0.53116
   0.98603
  -0.15533
  -4.49708
  -3.84903
  -3.86918
  -5.32202
  -2.17050
  -3.24889
  -5.16357
  -3.80241
  -5.42863
  -5.25929
  -4.61072
  -4.47619
  -5.92602
  -6.29415
  -5.11471
  -5.35059
  -4.48524
  -4.91584
  -4.25661
  -3.20756
  -5.63292
  -4.37077
  -3.20701
  -4.19680
Metropolis acceptance rate for gamma = 0.26522



MCMCoprobit iteration 620001 of 1050000 
beta = 
   5.02514
   0.20390
   3.03867
  -0.63729
   1.19048
   1.06675
   0.14705
  -0.99955
   0.53795
   0.40795
  -0.66108
   1.05619
  -0.44798
  -0.96466
   0.24787
   1.79502
   0.24107
  -1.92063
   0.37254
  -0.64254
   0.59260
   0.72901
   1.56151
  -0.32698
  -4.48456
  -3.26878
  -3.88711
  -4.51852
  -2.40124
  -3.44226
  -4.57337
  -3.78261
  -5.01113
  -4.95807
  -4.11805
  -4.15773
  -5.54918
  -5.31491
  -5.12574
  -4.89867
  -3.96839
  -4.39014
  -4.12394
  -2.98805
  -5.83657
  -3.97711
  -3.13093
  -4.51057
Metropolis acceptance rate for gamma = 0.26524



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.78708
   0.03833
   3.21297
  -0.51389
   1.28738
   0.85549
   0.07302
  -0.48605
   1.10764
   0.65421
  -0.08361
   1.36437
  -0.57940
  -0.36064
   0.59427
   1.78200
   0.25482
  -0.99734
   0.54463
  -0.28181
   0.94258
   0.89229
   1.37880
   0.25830
  -4.22507
  -3.48113
  -3.05176
  -4.12364
  -1.81619
  -3.08357
  -4.48169
  -2.98477
  -5.20802
  -5.05108
  -3.37307
  -4.09475
  -5.83867
  -4.90539
  -4.22834
  -4.53284
  -3.86862
  -4.19484
  -4.65040
  -2.59036
  -4.88409
  -3.77331
  -2.83480
  -4.34739
Metropolis acceptance rate for gamma = 0.26519



MCMCoprobit iteration 640001 of 1050000 
beta = 
   5.06631
  -0.23116
   2.90981
  -0.98903
   1.06895
   0.84965
   0.02560
  -1.42256
   0.88363
   0.45637
  -0.54473
   1.13962
  -1.27771
  -0.86210
  -0.09954
   1.38718
  -0.37975
  -1.13168
   0.27306
  -0.55468
   0.84412
   0.80167
   1.29208
   0.24062
  -4.63665
  -3.68559
  -3.53779
  -4.49754
  -1.73905
  -3.05531
  -4.52345
  -3.31547
  -5.14791
  -5.00107
  -3.95143
  -3.87668
  -6.16903
  -5.77368
  -5.00160
  -5.30158
  -4.03409
  -4.47081
  -4.00615
  -3.16826
  -4.75830
  -3.80138
  -3.10160
  -3.89590
Metropolis acceptance rate for gamma = 0.26520



MCMCoprobit iteration 650001 of 1050000 
beta = 
   5.04901
   0.09969
   2.25326
  -0.85229
   1.06937
   0.66078
   0.06271
  -1.06655
   0.31444
   0.03376
  -0.41079
   0.88757
  -0.62616
  -0.88750
  -0.02568
   1.28518
   0.08943
  -1.29948
   0.71211
  -1.20651
   0.31809
   0.54895
   1.15657
  -0.38768
  -4.40863
  -3.81353
  -3.59529
  -4.26256
  -2.15008
  -3.56014
  -4.67811
  -3.97261
  -5.42831
  -5.82405
  -4.06597
  -4.07980
  -5.70352
  -5.51947
  -4.91240
  -5.41564
  -4.54108
  -4.27105
  -4.43991
  -2.90381
  -4.88884
  -3.89905
  -3.12919
  -3.79778
Metropolis acceptance rate for gamma = 0.26518



MCMCoprobit iteration 660001 of 1050000 
beta = 
   5.38157
  -0.22088
   2.38683
  -0.54911
   1.09298
   0.77621
  -0.17520
  -2.13876
   0.52298
   0.20764
  -0.48070
   1.51199
  -1.02168
  -0.65755
   0.07431
   1.43621
   0.16861
  -1.85947
   0.48712
  -0.82359
   0.32162
   0.38508
   1.51762
  -0.39907
  -4.63387
  -3.83933
  -3.84245
  -5.11507
  -2.30041
  -4.06510
  -4.86389
  -3.99305
  -5.50452
  -6.14192
  -4.53795
  -4.50782
  -6.11216
  -5.31502
  -5.71561
  -5.59356
  -4.62358
  -4.62748
  -4.52839
  -3.08211
  -5.31689
  -3.76196
  -3.27041
  -4.17399
Metropolis acceptance rate for gamma = 0.26528



MCMCoprobit iteration 670001 of 1050000 
beta = 
   5.06315
   0.56921
   3.27612
  -0.39165
   1.59637
   1.28342
   0.30731
  -1.85120
   0.42618
   0.80561
  -0.97312
   0.93690
  -1.32646
  -0.59543
   0.57691
   1.74414
   0.37785
  -1.35408
   0.04068
  -0.57488
   0.17759
   1.20168
   1.35731
  -0.17176
  -4.19537
  -3.66175
  -3.49427
  -4.68495
  -1.96535
  -3.01348
  -4.60144
  -3.37475
  -4.88868
  -4.86938
  -4.11692
  -3.70182
  -5.82045
  -4.73980
  -5.01319
  -4.87145
  -4.30166
  -4.71063
  -4.63923
  -3.35862
  -4.99490
  -4.08882
  -3.06533
  -4.56708
Metropolis acceptance rate for gamma = 0.26532



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.99188
   0.03952
   2.55417
  -0.53867
   0.58328
   1.07307
  -0.00965
  -1.18104
   0.52591
   0.45412
  -0.34712
   1.58701
  -0.75021
  -0.47865
   0.43700
   1.70447
   0.01298
  -1.94073
   0.52389
  -0.13630
   0.69247
   0.93199
   1.43669
   0.02595
  -4.52254
  -3.41397
  -3.49103
  -4.58763
  -1.98579
  -3.46599
  -4.30879
  -3.53296
  -5.17455
  -5.49119
  -3.98825
  -4.22108
  -5.59896
  -5.35883
  -4.83497
  -4.75157
  -4.29709
  -4.39415
  -4.21611
  -2.70328
  -4.86031
  -4.04254
  -2.98474
  -4.09437
Metropolis acceptance rate for gamma = 0.26535



MCMCoprobit iteration 690001 of 1050000 
beta = 
   5.01425
   0.30047
   3.15728
  -0.58909
   0.99812
   0.93569
   0.61866
  -1.14095
   0.86802
   0.77840
  -0.42570
   1.32587
  -0.96129
  -0.21598
   0.53583
   1.45983
  -0.17350
  -0.90020
   0.40045
  -0.51645
   0.57949
   0.58540
   1.32171
  -0.11873
  -3.78883
  -3.15473
  -3.64268
  -4.69754
  -1.85075
  -3.12391
  -4.55219
  -3.56374
  -4.45000
  -5.37636
  -3.87597
  -3.78059
  -5.75703
  -5.37480
  -4.48272
  -5.38626
  -3.86323
  -4.34551
  -5.11418
  -2.47245
  -5.39245
  -3.31469
  -2.80387
  -4.33976
Metropolis acceptance rate for gamma = 0.26535



MCMCoprobit iteration 700001 of 1050000 
beta = 
   5.24326
  -0.15287
   2.24799
  -0.20022
   0.91798
   0.86323
  -0.19644
  -1.40192
   0.64658
  -0.17782
  -0.62490
   0.39224
  -1.66015
  -0.93242
   0.46794
   1.44059
  -0.03972
  -1.42788
   0.43315
  -0.91195
   0.10330
   0.39352
   1.63171
  -0.17182
  -4.53282
  -3.66572
  -3.90702
  -4.87395
  -2.26534
  -3.44451
  -4.72633
  -3.97163
  -5.44545
  -5.74131
  -4.48112
  -3.93023
  -6.03055
  -6.37384
  -4.89563
  -5.26094
  -4.14909
  -4.54964
  -4.53123
  -2.96018
  -5.54606
  -4.11447
  -3.50577
  -4.78669
Metropolis acceptance rate for gamma = 0.26539



MCMCoprobit iteration 710001 of 1050000 
beta = 
   5.42431
  -0.39352
   2.67968
  -0.54029
   1.72145
   0.81403
   0.14899
  -1.36394
   1.21300
   0.67542
  -0.80749
   0.30104
  -0.95993
  -1.30052
   0.06650
   1.48196
   0.27068
  -1.35973
  -0.13996
  -0.79927
   0.70304
   0.37295
   1.60917
  -0.31049
  -5.06685
  -4.23843
  -3.73153
  -5.05185
  -2.20699
  -4.02909
  -5.10951
  -3.59270
  -5.60535
  -5.61493
  -4.81625
  -4.55099
  -6.13146
  -5.93700
  -5.55042
  -5.62843
  -4.18846
  -4.84605
  -4.98510
  -3.54683
  -5.75039
  -3.82498
  -3.43678
  -4.47530
Metropolis acceptance rate for gamma = 0.26538



MCMCoprobit iteration 720001 of 1050000 
beta = 
   5.09480
  -0.73351
   2.08183
  -0.63067
   1.05505
   0.60444
  -0.25359
  -1.26120
   0.53406
   0.02033
  -0.77658
   0.78819
  -1.31272
  -0.44356
   0.06550
   1.20811
  -0.10598
  -1.36419
   0.23191
  -0.62545
   0.41268
   0.59891
   0.99397
  -0.48069
  -4.24196
  -3.41635
  -4.06614
  -4.59228
  -1.66282
  -3.51646
  -4.56251
  -3.73398
  -4.86226
  -5.08009
  -3.92170
  -3.95340
  -5.88019
  -5.50887
  -5.00122
  -5.51832
  -4.32912
  -4.64537
  -4.66404
  -3.08944
  -5.17772
  -3.98908
  -2.52715
  -4.36851
Metropolis acceptance rate for gamma = 0.26542



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.65942
   0.07547
   2.83324
  -0.61403
   1.56494
   1.21541
   0.36933
  -1.37298
   1.15590
   0.78315
  -0.09394
   1.17546
  -0.71513
  -0.70578
   0.68544
   1.84291
   0.43191
  -0.72375
   0.61813
  -0.51004
   0.32024
   0.82625
   1.65397
   0.16044
  -3.54878
  -3.06454
  -2.71473
  -4.13764
  -1.88360
  -3.01780
  -4.20968
  -3.27502
  -5.05347
  -4.62675
  -3.58952
  -4.04055
  -5.14448
  -5.31575
  -4.43223
  -4.53333
  -3.61467
  -4.23722
  -3.74135
  -2.53359
  -4.34400
  -3.05849
  -2.69563
  -3.81798
Metropolis acceptance rate for gamma = 0.26528



MCMCoprobit iteration 740001 of 1050000 
beta = 
   5.34620
  -0.03922
   2.23780
  -1.03753
   0.55980
   0.68568
   0.12124
  -1.41589
   0.63671
   0.37492
  -0.62743
   1.24411
  -1.26358
  -0.44656
  -0.17570
   0.58871
  -0.16493
  -1.68996
   0.04033
  -0.67333
   0.36316
   0.35907
   1.03351
  -0.08123
  -4.40852
  -4.19442
  -3.77561
  -4.41768
  -1.72307
  -3.83224
  -4.98349
  -3.85775
  -5.36674
  -5.31776
  -4.22171
  -4.13030
  -6.37373
  -5.45817
  -4.64640
  -5.18230
  -4.57464
  -4.36172
  -5.15214
  -3.85161
  -5.45587
  -3.53118
  -2.91983
  -4.42720
Metropolis acceptance rate for gamma = 0.26523



MCMCoprobit iteration 750001 of 1050000 
beta = 
   5.47558
  -0.36566
   2.73639
  -0.61619
   0.97604
   0.59701
   0.09606
  -1.45207
   0.76545
   0.22789
  -0.85666
   0.46216
  -1.05534
  -1.14137
  -0.10689
   1.15147
   0.12366
  -2.08331
  -0.21036
  -0.78741
   0.53752
   0.41529
   0.88899
  -0.45309
  -5.35792
  -4.31672
  -4.11874
  -5.26215
  -2.24827
  -3.46422
  -4.74853
  -3.85502
  -5.96157
  -5.63606
  -4.35284
  -4.87181
  -6.15176
  -6.04340
  -4.71330
  -5.47648
  -4.25933
  -4.47449
  -5.30540
  -3.28244
  -5.79153
  -4.00379
  -3.64026
  -4.42812
Metropolis acceptance rate for gamma = 0.26516



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.89921
  -0.00805
   2.85381
  -0.59926
   1.24462
   1.34071
  -0.07246
  -1.18313
   0.35497
   0.51255
  -0.92206
   1.50297
  -0.96815
  -0.34202
   0.07099
   1.39671
   0.03036
  -1.06341
   0.04150
  -0.65114
   0.50460
   0.82662
   1.26961
  -0.35045
  -3.71648
  -3.37265
  -3.92278
  -4.33423
  -2.49978
  -3.36592
  -4.40609
  -3.19914
  -4.48299
  -5.91696
  -3.74558
  -4.57328
  -5.52408
  -4.85241
  -4.67277
  -4.88771
  -3.87001
  -4.25400
  -4.39622
  -2.68044
  -5.35283
  -3.57030
  -2.67689
  -4.31973
Metropolis acceptance rate for gamma = 0.26512



MCMCoprobit iteration 770001 of 1050000 
beta = 
   5.10995
  -0.15234
   2.60172
  -0.57846
   0.89561
   0.71825
  -0.05990
  -1.26538
   0.35330
   0.07315
  -0.73845
   0.60274
  -1.11941
  -1.25059
   0.13046
   0.80456
  -0.11485
  -1.58331
   0.33773
  -0.76858
  -0.19165
   0.63311
   0.77939
  -0.48520
  -4.49462
  -4.09162
  -3.94431
  -4.65037
  -1.87506
  -3.31446
  -4.37058
  -3.56758
  -5.83962
  -4.99259
  -4.15345
  -4.09058
  -5.64665
  -5.49195
  -4.64738
  -4.90886
  -4.45359
  -4.60755
  -4.79354
  -3.21333
  -5.17652
  -3.90588
  -2.87891
  -3.97939
Metropolis acceptance rate for gamma = 0.26515



MCMCoprobit iteration 780001 of 1050000 
beta = 
   5.19978
  -0.79024
   2.77565
  -0.77370
   0.87963
   0.95810
   0.15391
  -1.72316
   0.76317
   0.49114
  -1.00078
   0.65852
  -1.25432
  -0.95755
   0.42531
   1.56124
   0.01590
  -1.28286
   0.11157
  -0.66478
   0.25330
   0.16160
   0.97130
  -0.40217
  -4.40808
  -3.76660
  -4.20577
  -4.46586
  -2.50174
  -3.75226
  -4.94398
  -3.95169
  -5.36689
  -4.53799
  -4.25136
  -4.21019
  -6.14136
  -5.60026
  -4.75077
  -5.34884
  -4.29386
  -4.64378
  -5.05698
  -3.09601
  -5.64920
  -3.72006
  -3.45652
  -4.27865
Metropolis acceptance rate for gamma = 0.26518



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.92648
  -0.05683
   2.53441
   0.26365
   1.19744
   1.42293
   0.34251
  -1.44437
   0.61723
   0.64860
  -0.72028
   1.37004
  -0.56205
  -0.17971
   0.30603
   1.08767
   0.26952
  -1.36325
   0.08011
  -0.37117
   0.34703
   0.44112
   1.57493
  -0.02819
  -4.41779
  -3.23840
  -3.42101
  -4.23813
  -2.03611
  -3.11667
  -4.77811
  -3.55316
  -5.04162
  -5.11752
  -4.06837
  -4.04259
  -6.01874
  -5.73378
  -4.95514
  -5.13361
  -3.74698
  -4.10489
  -4.46389
  -3.13277
  -4.97402
  -3.58062
  -2.82661
  -4.32891
Metropolis acceptance rate for gamma = 0.26517



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.57194
   0.32146
   3.07838
  -0.42845
   1.29621
   0.76673
   0.38316
  -0.85636
   1.04473
   0.70654
  -0.51545
   1.16528
  -0.96481
  -0.73168
   0.67853
   1.49796
   0.44831
  -1.06118
   0.81235
  -0.45712
   0.41674
   0.80436
   1.44237
  -0.01480
  -3.13329
  -2.74854
  -3.23565
  -4.00440
  -1.85985
  -2.76458
  -4.48678
  -3.23054
  -4.63299
  -4.60037
  -3.58740
  -4.18248
  -5.21322
  -5.05448
  -4.12014
  -4.42378
  -4.07522
  -3.94440
  -3.61702
  -2.22441
  -4.23657
  -3.58497
  -2.74137
  -4.32939
Metropolis acceptance rate for gamma = 0.26515



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.98248
  -0.21438
   2.70722
  -0.48367
   0.89537
   0.88353
  -0.07279
  -1.16143
   1.33856
   0.17202
  -0.75735
   0.77067
  -1.39721
  -0.49325
   0.62042
   1.43286
   0.14141
  -1.23628
   0.31573
  -0.93938
   0.78833
   0.76821
   1.70221
  -0.33880
  -3.94073
  -3.43515
  -3.36932
  -4.29552
  -2.02052
  -3.52408
  -4.52538
  -3.55399
  -5.58266
  -5.16911
  -3.97871
  -3.99797
  -5.57311
  -5.96445
  -5.32425
  -5.20393
  -4.21869
  -4.41076
  -4.31744
  -3.12322
  -5.08049
  -3.34520
  -2.65365
  -4.26185
Metropolis acceptance rate for gamma = 0.26515



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.85241
  -0.70849
   1.83926
  -0.74389
   1.03750
   0.70332
   0.16528
  -1.13659
   0.29803
   0.45088
  -0.30720
   0.95441
  -1.13163
  -0.64269
   0.38263
   1.44131
   0.35611
  -0.80345
   0.52845
  -0.63807
   0.20299
   0.56715
   1.13093
  -0.41170
  -3.87214
  -3.41141
  -3.39150
  -4.48350
  -2.03631
  -3.39996
  -4.35279
  -3.43771
  -4.66059
  -5.42169
  -3.69930
  -3.31041
  -5.37786
  -5.05924
  -4.34666
  -4.86120
  -4.17400
  -4.29950
  -4.56520
  -3.08882
  -5.73125
  -3.64957
  -2.89773
  -4.55590
Metropolis acceptance rate for gamma = 0.26521



MCMCoprobit iteration 830001 of 1050000 
beta = 
   5.00888
   0.22363
   3.43823
  -0.64357
   1.29000
   1.08558
   0.64687
  -1.15645
   0.93055
   0.65699
  -0.76802
   1.44362
  -1.07483
  -0.42246
   0.61517
   1.92139
   0.34202
  -1.13672
   0.53835
  -0.66480
   0.68411
   1.52022
   1.48083
  -0.06484
  -4.43191
  -3.50417
  -4.03610
  -4.28432
  -1.97612
  -3.70092
  -4.50603
  -3.62458
  -4.72365
  -5.20488
  -3.98862
  -4.31065
  -5.82559
  -5.87201
  -5.30210
  -5.40963
  -4.23052
  -4.53572
  -4.42560
  -2.75062
  -5.37579
  -4.04324
  -2.78528
  -4.29559
Metropolis acceptance rate for gamma = 0.26513



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.70590
   0.19336
   2.91046
  -0.70837
   1.56981
   1.01621
   0.51572
  -1.57328
   1.40489
   0.50047
  -0.65922
   0.98613
  -0.85072
  -0.63641
   0.79239
   1.58585
   0.07583
  -1.55303
   0.03796
  -0.41989
   0.62836
   0.71181
   1.25046
  -0.23227
  -4.16215
  -3.65897
  -3.70341
  -4.19989
  -1.81995
  -2.83210
  -4.01638
  -3.54739
  -5.07393
  -4.32637
  -3.91965
  -3.53740
  -5.62336
  -5.25605
  -4.58314
  -4.95124
  -3.54239
  -4.40339
  -4.46750
  -2.38416
  -4.58292
  -3.38911
  -2.89031
  -4.15232
Metropolis acceptance rate for gamma = 0.26513



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.66161
  -0.15614
   3.01934
  -0.29517
   1.43551
   1.53152
   0.23298
  -0.73633
   1.24909
   0.95079
  -0.47268
   1.56005
  -0.24729
  -0.24527
   1.18098
   1.90517
   0.67102
  -1.20007
   0.45995
  -0.36426
   1.00469
   0.63763
   1.47342
   0.16205
  -3.87430
  -3.29000
  -3.62965
  -4.31315
  -1.62695
  -2.90526
  -4.24162
  -3.05420
  -4.92765
  -5.18723
  -3.94905
  -3.85040
  -5.20513
  -4.99168
  -4.38891
  -4.93403
  -3.98175
  -4.18862
  -3.84354
  -2.96521
  -4.69760
  -3.21953
  -2.73123
  -3.63999
Metropolis acceptance rate for gamma = 0.26515



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.98223
  -0.42691
   2.64798
  -0.61882
   1.15203
   0.66003
   0.08303
  -2.00323
   0.69105
   0.43650
  -0.56702
   0.87571
  -0.93071
  -0.61919
   0.66774
   1.34325
   0.17226
  -1.03652
   0.43409
  -0.91437
   0.59407
   0.69452
   0.71696
  -0.21644
  -4.09346
  -3.74562
  -3.89157
  -4.40645
  -1.73060
  -3.53337
  -4.68401
  -3.64143
  -5.27768
  -5.23272
  -4.16355
  -3.87045
  -5.53290
  -5.11621
  -4.56994
  -4.98977
  -4.00524
  -4.19828
  -5.18398
  -3.24727
  -5.28143
  -3.76467
  -2.87780
  -3.96261
Metropolis acceptance rate for gamma = 0.26510



MCMCoprobit iteration 870001 of 1050000 
beta = 
   5.35272
  -0.31015
   3.01540
  -0.55371
   1.15097
   1.03125
  -0.04562
  -1.27443
   0.76354
   0.33845
  -0.49727
   0.89150
  -1.34806
  -1.00921
  -0.04933
   1.30632
  -0.03698
  -1.89683
   0.50874
  -0.68425
   0.24877
   1.09998
   1.18155
  -0.26380
  -4.58465
  -3.53951
  -4.21046
  -4.73909
  -1.79536
  -3.10194
  -4.62492
  -3.88624
  -5.53822
  -5.42004
  -4.37487
  -4.54747
  -5.81074
  -5.87575
  -5.19333
  -5.68137
  -4.19372
  -4.73309
  -4.53719
  -3.10376
  -5.10172
  -3.95381
  -3.09728
  -4.85792
Metropolis acceptance rate for gamma = 0.26514



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.56191
   0.20919
   2.90739
  -0.57181
   1.24160
   0.97352
   0.68334
  -1.06954
   1.12081
   0.47589
  -0.16660
   1.46680
  -0.63569
  -0.69632
   0.70477
   1.84197
   0.31178
  -1.13649
   0.40658
  -0.45761
   0.98671
   1.04124
   1.77938
  -0.12559
  -3.04409
  -3.02518
  -2.95112
  -4.22167
  -1.68654
  -2.88333
  -4.00229
  -3.21684
  -4.42650
  -4.95551
  -3.59320
  -3.65421
  -5.28781
  -4.80929
  -4.36858
  -4.63930
  -3.49123
  -3.93258
  -3.91963
  -2.34982
  -4.67446
  -3.63975
  -2.57715
  -4.06331
Metropolis acceptance rate for gamma = 0.26510



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.98557
  -0.14155
   2.94001
  -0.67458
   1.44353
   0.79425
  -0.03405
  -1.16312
   0.73967
   1.05974
  -0.20630
   1.48498
  -0.98012
  -0.58640
   0.65624
   1.11211
   0.50718
  -1.05122
   0.11254
  -0.70999
   0.39476
   1.30771
   1.56398
  -0.21303
  -4.35153
  -3.71042
  -3.55859
  -4.43051
  -2.04173
  -3.65153
  -4.49981
  -3.44460
  -5.23002
  -5.59844
  -4.00470
  -4.35110
  -5.65897
  -5.68060
  -5.46209
  -5.30248
  -3.61630
  -4.40272
  -4.65237
  -3.46725
  -4.86094
  -3.87969
  -2.47445
  -3.90202
Metropolis acceptance rate for gamma = 0.26522



MCMCoprobit iteration 900001 of 1050000 
beta = 
   5.05103
   0.06897
   1.82717
  -0.77964
   0.69100
   0.27361
   0.09182
  -1.49347
   0.51866
   0.41941
  -0.83412
   0.47202
  -1.35387
  -0.79873
   0.13346
   1.29204
   0.01965
  -1.84450
   0.18768
  -0.87712
  -0.03455
   0.16928
   1.11837
  -0.02386
  -4.61294
  -3.35186
  -3.73666
  -4.57186
  -2.27154
  -3.39939
  -4.92476
  -3.70213
  -4.94656
  -5.02958
  -4.01545
  -4.01286
  -5.68486
  -5.84041
  -4.51821
  -5.53799
  -4.11906
  -4.81662
  -4.66930
  -3.03959
  -5.19243
  -3.95854
  -3.08474
  -4.55726
Metropolis acceptance rate for gamma = 0.26528



MCMCoprobit iteration 910001 of 1050000 
beta = 
   5.18948
   0.17309
   2.35639
  -1.13225
   1.07023
   1.14755
  -0.18493
  -1.36788
   0.61873
   0.25668
  -0.54027
   1.01974
  -1.28855
  -0.68532
   0.44689
   1.48361
  -0.15881
  -1.49340
   0.42810
  -0.64128
   0.84143
   0.95225
   1.24018
  -0.61833
  -4.51299
  -3.83325
  -3.57459
  -4.38318
  -2.38742
  -3.36969
  -4.29268
  -3.61663
  -5.15887
  -4.79933
  -4.08469
  -4.39598
  -5.71844
  -5.44429
  -5.04781
  -5.94504
  -3.95267
  -4.45249
  -4.84925
  -2.86886
  -5.88603
  -4.02613
  -2.58794
  -4.78126
Metropolis acceptance rate for gamma = 0.26524



MCMCoprobit iteration 920001 of 1050000 
beta = 
   5.32322
  -0.70504
   2.53086
  -0.92752
   0.94082
   0.71605
   0.11935
  -1.71883
   0.16812
   0.37287
  -1.09298
   1.01473
  -1.52910
  -0.95071
  -0.18257
   1.07093
  -0.32200
  -1.93622
   0.36027
  -0.61452
  -0.04358
   0.14006
   1.09263
  -0.81097
  -4.09259
  -3.89866
  -4.03006
  -4.78063
  -2.57291
  -3.97292
  -4.37408
  -4.17729
  -5.67351
  -5.06231
  -4.78196
  -4.26308
  -6.03857
  -5.98376
  -5.43379
  -5.18262
  -4.46466
  -5.18427
  -5.01059
  -3.01967
  -5.59605
  -4.34146
  -3.47161
  -4.46410
Metropolis acceptance rate for gamma = 0.26522



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.65473
   0.16495
   2.90760
  -0.66126
   1.36057
   0.70407
  -0.18144
  -1.17686
   1.32473
   0.51914
  -0.62968
   1.15682
  -1.38018
  -0.24861
   0.37499
   1.51360
   0.02374
  -1.47328
   0.14190
  -0.40359
   0.31391
   1.11365
   0.95017
  -0.25237
  -3.96641
  -3.14101
  -3.18432
  -4.58539
  -1.87943
  -3.06039
  -4.24284
  -3.48521
  -5.11623
  -4.91083
  -3.50666
  -3.54427
  -5.46201
  -5.68647
  -5.00695
  -4.57348
  -3.35704
  -4.29099
  -3.96933
  -3.12622
  -4.70755
  -3.45603
  -2.63802
  -4.06195
Metropolis acceptance rate for gamma = 0.26521



MCMCoprobit iteration 940001 of 1050000 
beta = 
   4.96104
  -0.33202
   2.43900
  -0.49003
   1.41374
   1.05796
   0.69762
  -0.97035
   0.72156
   0.33518
  -0.57316
   0.77958
  -0.89651
  -0.70068
   0.11933
   1.46271
   0.13999
  -1.39309
   0.42099
  -0.51568
   0.27146
   0.73286
   1.45832
  -0.13128
  -3.82353
  -3.43858
  -3.30537
  -4.62144
  -2.27534
  -3.44028
  -4.74569
  -3.44519
  -4.97182
  -4.75617
  -3.93562
  -4.20833
  -5.91575
  -5.30548
  -4.90710
  -4.97280
  -4.05049
  -4.09783
  -4.15382
  -2.74729
  -5.25542
  -3.68225
  -2.56328
  -4.04548
Metropolis acceptance rate for gamma = 0.26519



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.89501
   0.04094
   3.05377
  -0.03002
   1.62871
   1.26359
   0.17444
  -1.25474
   0.76351
   0.46025
  -0.04942
   1.38726
  -0.47479
  -0.35444
   0.43304
   1.48801
   0.41361
  -1.42296
   0.89324
  -0.28419
   0.41547
   1.03163
   1.61066
  -0.16008
  -3.84473
  -3.16874
  -3.54760
  -4.18631
  -1.95306
  -3.39175
  -4.70070
  -3.59640
  -5.29488
  -4.84262
  -3.92851
  -3.50495
  -5.77094
  -5.03513
  -4.20231
  -5.11502
  -4.07574
  -4.09690
  -4.26625
  -2.76514
  -5.18654
  -3.30866
  -2.91602
  -4.06055
Metropolis acceptance rate for gamma = 0.26528



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.92853
  -0.22906
   2.27197
  -0.87865
   1.00546
   0.93918
  -0.00851
  -1.49905
   0.80590
   0.88955
  -0.36361
   1.48505
  -1.16203
  -0.97812
   0.40203
   1.13130
  -0.04527
  -1.18414
   0.12583
  -0.81334
   0.05301
   0.82345
   1.60099
  -0.21681
  -3.76540
  -3.59914
  -3.79061
  -4.70425
  -1.92080
  -2.89945
  -4.49259
  -3.60528
  -5.21696
  -5.39882
  -3.73683
  -4.41860
  -5.56993
  -5.86069
  -4.50762
  -5.07782
  -3.94010
  -4.49222
  -4.31771
  -2.75344
  -4.55392
  -3.40312
  -2.74098
  -4.09038
Metropolis acceptance rate for gamma = 0.26526



MCMCoprobit iteration 970001 of 1050000 
beta = 
   5.18574
   0.24601
   2.95125
  -0.40203
   1.13177
   0.96699
   0.15340
  -1.29525
   1.06624
   0.16743
  -0.34253
   1.06640
  -1.16453
  -0.02589
   0.35396
   1.24291
   0.26101
  -1.30764
   0.33604
  -0.40310
   0.09906
   0.80696
   1.28682
  -0.11731
  -4.56457
  -3.79948
  -3.75959
  -4.87151
  -2.03453
  -3.53125
  -4.49605
  -3.87867
  -5.65683
  -4.86706
  -3.97752
  -4.21593
  -5.71487
  -5.29108
  -5.19090
  -5.34741
  -4.16696
  -4.83411
  -4.51841
  -2.60898
  -5.42413
  -3.45316
  -2.95637
  -4.88090
Metropolis acceptance rate for gamma = 0.26526



MCMCoprobit iteration 980001 of 1050000 
beta = 
   5.26681
  -0.65313
   2.19783
  -0.61485
   0.95988
   0.40729
  -0.50766
  -1.85518
   0.21059
   0.18014
  -0.91608
   0.41528
  -1.24104
  -0.71986
   0.16955
   0.74357
  -0.61858
  -2.14684
  -0.04196
  -1.24754
  -0.15343
  -0.01776
   1.03933
  -0.80863
  -4.53087
  -3.88279
  -3.76007
  -4.76363
  -2.13390
  -3.44534
  -4.89274
  -3.89072
  -5.60817
  -5.27252
  -4.57818
  -4.45154
  -6.04890
  -5.82806
  -5.04998
  -4.95563
  -4.85595
  -4.67565
  -4.68199
  -3.18343
  -5.17410
  -3.83721
  -3.22452
  -5.06955
Metropolis acceptance rate for gamma = 0.26528



MCMCoprobit iteration 990001 of 1050000 
beta = 
   5.39878
  -0.34564
   2.87995
  -0.58888
   1.23193
   1.23869
  -0.30173
  -1.69446
   0.72653
   0.37015
  -1.02553
   0.85463
  -1.39158
  -0.98581
   0.60812
   1.45464
   0.14170
  -1.97645
   0.26428
  -0.71537
   0.35315
   0.59413
   1.12600
  -0.68765
  -4.53329
  -4.01588
  -4.34927
  -4.79766
  -2.26510
  -3.84005
  -5.12305
  -4.60844
  -5.70811
  -5.90017
  -4.51731
  -5.14687
  -6.34151
  -5.87908
  -5.76696
  -5.66336
  -4.57933
  -4.80332
  -5.11801
  -3.33545
  -5.81677
  -4.47801
  -3.30682
  -4.75091
Metropolis acceptance rate for gamma = 0.26531



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.95967
   0.14613
   2.41571
  -0.74751
   1.05620
   0.79164
   0.77997
  -1.77926
   0.49275
   0.43061
  -0.70695
   0.94924
  -1.15523
  -1.10213
   0.42707
   1.79378
   0.29688
  -0.88873
   0.17377
  -0.86422
   0.81513
   0.67238
   1.32019
  -0.45752
  -4.06555
  -3.14445
  -3.55328
  -4.60896
  -1.99894
  -3.20357
  -4.44993
  -3.50672
  -5.80081
  -5.21342
  -4.00764
  -4.09541
  -5.74815
  -5.28673
  -4.49836
  -5.48730
  -3.89184
  -4.19293
  -4.17357
  -2.65920
  -5.23908
  -3.50782
  -2.60078
  -4.27747
Metropolis acceptance rate for gamma = 0.26538



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.98251
  -0.17823
   2.45094
  -0.19138
   1.40384
   1.22079
   0.36716
  -1.57142
   0.93625
   0.90383
  -0.36556
   1.29325
  -1.64607
  -0.21692
   0.33914
   1.42894
  -0.12680
  -1.36427
   0.68572
  -0.53050
   0.62550
   0.89918
   1.20903
  -0.40801
  -4.42923
  -3.69726
  -3.33135
  -3.78076
  -2.32635
  -3.49318
  -4.25673
  -3.40986
  -4.88048
  -4.81049
  -3.96133
  -3.76948
  -5.56670
  -5.29176
  -4.89192
  -5.28837
  -4.20878
  -4.82294
  -4.26392
  -3.25476
  -5.16141
  -3.39783
  -2.51703
  -4.22887
Metropolis acceptance rate for gamma = 0.26528



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   5.10344
  -0.20869
   2.93707
  -0.79863
   1.20266
   1.10233
   0.57749
  -1.42283
   0.89071
   0.34254
  -0.50967
   1.34333
  -1.10769
  -0.68706
   0.42812
   0.76139
  -0.05156
  -1.23118
   0.60659
  -0.64971
   0.33407
   0.54057
   1.33033
  -0.46281
  -4.33506
  -3.56200
  -3.65170
  -4.50292
  -2.44406
  -3.46842
  -4.58083
  -3.89737
  -5.33587
  -5.73218
  -4.34405
  -4.39093
  -5.93963
  -5.70951
  -5.38709
  -5.10981
  -4.54443
  -4.29768
  -3.82553
  -2.90676
  -5.47860
  -4.16428
  -3.18642
  -4.25636
Metropolis acceptance rate for gamma = 0.26531



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   5.04653
  -0.13766
   3.03075
  -0.10535
   1.05397
   0.84020
   0.04800
  -0.88973
   0.76584
   0.62760
  -0.57291
   0.95317
  -0.95377
  -0.50996
   0.53119
   1.51561
   0.43793
  -1.04562
   0.77391
  -0.40414
   0.60177
   0.82624
   1.11924
  -0.17210
  -4.48022
  -3.20323
  -3.72523
  -4.26581
  -1.83467
  -2.75075
  -4.97865
  -3.75260
  -5.48241
  -5.20851
  -4.28977
  -4.00951
  -5.50164
  -5.59956
  -4.72434
  -5.25578
  -4.06407
  -4.25160
  -4.52180
  -3.30809
  -5.02968
  -3.60011
  -3.03339
  -4.22337
Metropolis acceptance rate for gamma = 0.26533



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   5.15773
   0.15247
   2.98994
  -0.42532
   1.30179
   0.64683
   0.12252
  -1.21939
   0.36926
   0.45431
  -0.82032
   0.99667
  -0.91462
  -0.90492
   0.27542
   1.39109
   0.33186
  -1.65733
   0.14018
  -0.61179
   0.16329
   0.98905
   1.06831
  -0.10672
  -4.30188
  -3.76848
  -3.88954
  -4.78575
  -2.24766
  -3.70746
  -4.74949
  -3.61076
  -5.35318
  -5.34469
  -3.98269
  -3.55632
  -6.03934
  -5.88775
  -5.01755
  -5.40019
  -4.32840
  -5.02613
  -4.54182
  -3.41170
  -5.01505
  -4.36787
  -3.33751
  -4.32019
Metropolis acceptance rate for gamma = 0.26522



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.26521
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(b4.M1.out, file="MM3.2.b4.M1.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1144.873    5.409 1376.845 
